Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411705	CLM	Ryan Riley	1987-02-22	—	5577288089	592 Sage Ct, Nashville, TN, 37212	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-414935	CLM	Tyler Gray	2005-10-24	UHC-40253-88	7107961023	3159 Harbor Blvd, Glendale, AZ, 85326	0.66	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-422374	CLM	Jessica Sanchez	1948-01-19	UHC-54681-25	—	2365 Mountain View Dr, Sacramento, CA, 95888	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-407431	CLM	Stepen Montgomery	1965-05-01	UHC-38299-58	—	535 Maple Ave, Fresno, CA, 93769	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428499	CLM	Jose Powell	1975-07-26	UHC-57609-34	—	8444 Highland Ave, Chandler, AZ, 85286	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-402619	CLM	Julie Olson	1972-11-08	UHC-69723-76	—	—	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-432293	CLM	Nathan Hernandez	1961-02-12	UHC-99827-06	7469067989	7224 Cedar Ln, Columbus, OH, 43227	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-413218	CLM	Albert Fisher	1971-06-06	UHC-40609-82	5619761914	8806 Park Pl, San Antonio, TX, 78212	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-417539	CLM	Carl K Duncan	1971-02-08	UHC-95895-02	8413458253	—	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-419871	CLM	Soffia Kelley	1956-01-22	—	4126428121	7324 Sage Ct, Tampa, FL, 33614	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-405434	CLM	Benjamin Olson	2003-05-25	UHC-22547-34	—	7725 Palm Dr, Las Vegas, NV, 89195	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
CLM-423284	CLM	Jose Gordon	1994-04-13	UHC-27613-60	—	2402 Willow Ct, Tempe, AZ, 85268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-423285	CLM	Jose Gordon	1994-04-13	UHC-27613-60	—	2402 Willow Ct, Tempe, AZ, 85268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-411131	CLM	Lisa Black	1961-12-27	UHC-50463-40	—	5705 Lincoln Way, Austin, TX, 78753	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+1 more
CLM-404521	CLM	Kathryn Perez	1986-11-13	UHC-05255-47	—	1011 Indian School Rd, Seattle, WA, 98117	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425676	CLM	Bryan Ray	1958-11-20	UHC-15231-85	8976852507	—	0.66	Phone reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
CLM-415947	CLM	Jean Wilson	1943-03-02	—	8927115598	—	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-408523	CLM	Julia Z Castro	1940-09-04	UHC-69783-77	—	1770 Pine Dr # 439, Sacramento, CA, 95842	0.66	Name re-cased SSN last four extracted Unit split from street Whitespace trimmed+1 more
CLM-429081	CLM	Joyce Baker	1946-03-28	UHC-28092-57	—	9688 Mesa Dr, San Antonio, TX, 78286	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413770	CLM	Maria Mills	2002-02-20	UHC-87139-79	9558996113	4692 Park Pl, Columbus, OH, 43211	0.66	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-408664	CLM	Mary George	1953-01-20	UHC-99908-37	—	—	0.66	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-417448	CLM	Kathleen Morgan	1994-04-23	UHC-44662-69	5535307790	5250 Spring St, Fresno, CA, 93754	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-401475	CLM	Fatima Stevens	1979-04-05	UHC-61847-88	—	715 Spring St, Scottsdale, AZ, 85250	0.66	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-413119	CLM	Yuki U Ortega	1976-05-26	—	—	9570 Cedar Ln, Los Angeles, CA, 90089	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-432038	CLM	Bobby Ortiz	1946-01-03	—	—	4494 Indian School Rd, Miami, FL, 33150	0.66	Name re-cased SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402044	CLM	Brian K Wong	1946-09-25	UHC-95997-72	9883648520	2639 Canyon Rd, Plano, TX, 75033	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-426911	CLM	Susaan Morrison	1959-02-28	—	—	—	0.66	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+1 more
CLM-400972	CLM	Beverly Gonzales	1995-09-04	—	—	8059 Church St, Minneapolis, MN, 55492	0.66	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-400834	CLM	Julie Webb	1951-02-14	UHC-82880-52	8449153139	3557 Palm Dr, Eden Prairie, MN, 55331	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
CLM-424435	CLM	DJunk	1956-11-20	UHC-07576-73	—	4566 Spring St, Tucson, AZ, 85761	0.66	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared+1 more
CLM-419284	CLM	Gary C Powll	1946-02-02	UHC-27498-35	2497318290	—	0.66	Middle initial moved out of first name Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-419876	CLM	Mariana Nguyen	1974-09-10	—	—	789 Highland Ave, Glendale, AZ, 85338	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-408028	CLM	Nicholas Salazar	2008-05-07	—	—	280 Union St, San Diego, CA, 92107	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-423068	CLM	Denny Phillips	1996-12-07	—	7066237718	725 Grand Ave, Orlando, FL, 32822	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-415223	CLM	Philip A Gant	1990-09-27	UHC-64888-16	—	5762 Main St, Mesa, AZ, 85227	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407354	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407355	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418356	CLM	Steven Wset	1968-04-02	UHC-27799-40	3585055068	16 Mesa Dr, Gilbert, AZ, 85268	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-410703	CLM	Sarah D Bowman	1983-04-27	—	3436679817	3180 Apache Blvd, Los Angeles, CA, 90041	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-400794	CLM	Brittany X Estrada	1967-02-12	—	4737247689	—	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
CLM-432111	CLM	Patricia Z Watson	1939-08-16	—	6788158135	5752 Desert Sky Blvd, Eden Prairie, MN, 55352	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-424963	CLM	Ahmde Harper	1942-12-22	—	—	8851 Valley View Dr, Dallas, TX, 75254	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431546	CLM	Chrstian Henry	—	—	7043997321	—	0.66	Date of birth missing Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-406824	CLM	Amy Andrews	1986-08-10	UHC-27865-67	—	6269 Market St, Minneapolis, MN, 55430	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
CLM-411201	CLM	Mei Valdez	1972-07-24	UHC-72383-79	—	6670 Highland Ave, Jacksonville, FL, 32225	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
CLM-401409	CLM	Laura M Young	1995-05-27	UHC-15182-93	—	7598 Meadow Ln, Gilbert, AZ, 85258	0.68	SSN last four extracted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-408005	CLM	Amy Franklin	1995-06-08	—	—	2923 Washington St, Mesa, AZ	0.68	Name re-cased SSN last four extracted ZIP missing Placeholder values cleared
CLM-406337	CLM	Ann Rose	1941-12-19	UHC-35859-97	—	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428442	CLM	Teresa Spencer	1995-05-10	UHC-23682-43	—	5215 Grand Ave, San Diego, CA, 92120	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
CLM-405922	CLM	Steven Orteag	1941-03-27	UHC-06063-03	—	1456 Jefferson Ave, Tempe, AZ, 85239	0.68	Two-digit birth year SSN last four extracted Whitespace trimmed Placeholder values cleared

709 rows, page 9 of 15Previous Next